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Temporal-Aware Reasoning Optimization for Video Temporal Grounding

cs.CV · 2026-06-08 · unverdicted · novelty 6.0

TaRO improves video temporal grounding in MLLMs via constructive reasoning exploration from dense captions and a temporal-sensitivity reward that uses logit drops on disrupted event boundaries, followed by curriculum learning to SOTA results.

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  • Temporal-Aware Reasoning Optimization for Video Temporal Grounding cs.CV · 2026-06-08 · unverdicted · none · ref 36

    TaRO improves video temporal grounding in MLLMs via constructive reasoning exploration from dense captions and a temporal-sensitivity reward that uses logit drops on disrupted event boundaries, followed by curriculum learning to SOTA results.